Implementing differential privacy raises several ethical considerations. While it aims to protect individual privacy, determining the appropriate level of privacy protection involves ethical decision-making. For instance, setting the privacy parameter (epsilon) too high may inadequately protect privacy, while setting it too low might render the data useless for meaningful analysis. Additionally, the transparency in how differential privacy is implemented and communicated to data subjects is crucial for maintaining trust. Ethical implementation involves balancing these considerations while ensuring compliance with privacy regulations and norms.
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